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Record W6931163838 · doi:10.5281/zenodo.5140382

Effectiveness of Group Stepping Stones Positive Parenting Program for Children with Autism Spectrum Disorder and Disruptive Behaviour: Program Evaluation from a Large Community Implementation

2021· article· en· W6931163838 on OpenAlexaff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2021
Typearticle
Languageen
FieldEnvironmental Science
TopicWastewater Treatment and Nitrogen Removal
Canadian institutionsCentre for Addiction and Mental HealthHolland Bloorview Kids Rehabilitation Hospital
Fundersnot available
KeywordsAutism spectrum disorderAutismProsocial behaviorAnxietyContext (archaeology)Intervention (counseling)Typically developingDepression (economics)Attrition

Abstract

fetched live from OpenAlex

Children on the autism spectrum often experience higher rates of emotional and behavioural difficulties than their typically developing peers. Parenting a child with special needs can place increased stress and demands on parents, and those parents often seek out specialized parenting programs and supports to address the unique needs of their children. This study evaluated the effectiveness of the group Stepping Stones Triple P (SSTP) Program, a 9-week intervention for parents of children with disabilities and behavioural challenges, within the context of a large clinical implementation. Parents of children on the autism spectrum participated in the group SSTP Program and completed measures pre- and post-intervention; 131 families enrolled, and we obtained post-intervention data from 109 on at least some measures. Significant improvements were reported for self-efficacy (Parenting Tasks Checklist; p’s < .001) and parenting over-reactivity and laxness (Parenting Scale; p’s < .001). Reduced parent stress (p < .001) emerged on the Depression Anxiety Stress Scales, and decreases in anxiety (p = .032) and depression (p = .036) approached significance. Improvement was reported, on the Strengths and Difficulties Questionnaire, for children’s overall difficulties, behavioural (conduct) challenges, hyperactivity/inattention, and prosocial behavior (all p’s < .001), but not for emotional symptoms or peer problems. The Parenting Stress Index –Short Form revealed improvements on all domains (p’s range: < .001 to .005). Overall, parents were satisfied with the program, and attrition rates were very low (approx. 15%). This study demonstrates the acceptability, feasibility, and effectiveness of the 9-week group SSTP program, for use with children on the autism spectrum, in a large clinical setting. One logical next step is to explore adaptations to this program for virtual delivery in order to increase access for hard-to-reach families of children on the autism spectrum.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.017
Threshold uncertainty score0.035

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.020
GPT teacher head0.286
Teacher spread0.266 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2021
Admission routes1
Has abstractyes

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